A Taxonomy of Recommender Agents on theInternet
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2,160 citations
Cites background from "A Taxonomy of Recommender Agents on..."
...The most complex items that have been considered are insurance policies, financial investments, travels, jobs [72]....
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...[72] provide a taxonomy of RSs and classify existing RS applications to specific application domains....
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1,582 citations
Additional excerpts
...A thorough review is presented in [64, 69, 82]....
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1,040 citations
968 citations
Cites background from "A Taxonomy of Recommender Agents on..."
...Similarly, the majority of the review articles regarding RAs (Herlocker et al. 2004; Montaner et al. 2003; Sarwar et al. 2000; Schafer et al. 2001; Zhang 2002) provide either evaluations of different recommendation-generating algorithms (focusing primarily on criteria such as accuracy and coverage)…...
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949 citations
References
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"A Taxonomy of Recommender Agents on..." refers background or methods in this paper
...Feature selection can be achieved through different approaches which reduce the number of words: stop-words, pruning, stemming, etc (see Salton and McGill 1983)....
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...An early similarity formula was used by Salton in the SMART system (Salton and McGill 1983)....
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9,460 citations
"A Taxonomy of Recommender Agents on..." refers methods in this paper
...Cosine similarity Cosine similarity comes from information retrieval research and is used in systems with simple user profile representation (Salton and Buckley 1988; Buckley et al. 1996; Yan and Garcia-Molina 1995; Chen et al. 2000)....
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5,644 citations
"A Taxonomy of Recommender Agents on..." refers background or methods in this paper
...− Collaborative filtering systems (Goldberg et al. 1992; Resnick et al. 1994; Shardanand and Maes 1995) which keep a matrix with the user-item ratings as a profile (see Section 3.1.7)....
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...1995), GroupLens (Resnick et al. 1994), CDNow (CDNow 2001) and Amazon (Amazon 2001) also use hybrid relevance feedback....
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...WebWatcher (Joachims et al. 1997), LifeStyle Finder (Krulwich 1997), Krakatoa Chronicle (Kamba et al. 1995), GroupLens (Resnick et al. 1994), CDNow (CDNow 2001) and Amazon (Amazon 2001) also use hybrid relevance feedback....
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...There are three main approaches to get explicit relevance feedback: like/dislike (e.g., Chen et al. 2000; Billsus and Pazzani 1999), ratings (e.g., Shardanand and Maes 1995; Moukas 1997) and text comments (e.g., Resnick et al. 1994; Goldberg 1992)....
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...− Collaborative filtering systems (Goldberg et al. 1992; Resnick et al. 1994; Shardanand and Maes 1995) which keep a matrix with the user-item ratings as a profile (see Section 3....
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